From 368d2d1e90c9bd9a5c231243a1c94026d03383d4 Mon Sep 17 00:00:00 2001 From: melodiemonod Date: Thu, 31 Oct 2024 12:32:40 +0000 Subject: [PATCH] set model to eval model before parameters evaluation on test --- docs/notebooks/introduction.ipynb | 96 +++++++++++++++---------------- 1 file changed, 48 insertions(+), 48 deletions(-) diff --git a/docs/notebooks/introduction.ipynb b/docs/notebooks/introduction.ipynb index 56e3496..a1ab3bc 100644 --- a/docs/notebooks/introduction.ipynb +++ b/docs/notebooks/introduction.ipynb @@ -537,16 +537,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 000, Training loss: 32.23\n", - "Epoch: 010, Training loss: 31.02\n", - "Epoch: 020, Training loss: 30.72\n", - "Epoch: 030, Training loss: 31.32\n", - "Epoch: 040, Training loss: 29.89\n", - "Epoch: 050, Training loss: 29.30\n", - "Epoch: 060, Training loss: 29.29\n", - "Epoch: 070, Training loss: 29.44\n", - "Epoch: 080, Training loss: 29.39\n", - "Epoch: 090, Training loss: 29.29\n" + "Epoch: 000, Training loss: 31.94\n", + "Epoch: 010, Training loss: 30.21\n", + "Epoch: 020, Training loss: 30.28\n", + "Epoch: 030, Training loss: 29.59\n", + "Epoch: 040, Training loss: 30.68\n", + "Epoch: 050, Training loss: 29.72\n", + "Epoch: 060, Training loss: 29.01\n", + "Epoch: 070, Training loss: 28.84\n", + "Epoch: 080, Training loss: 28.95\n", + "Epoch: 090, Training loss: 29.45\n" ] } ], @@ -601,7 +601,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -644,6 +644,7 @@ "metadata": {}, "outputs": [], "source": [ + "cox_model.eval()\n", "with torch.no_grad():\n", " # test event and test time of length n\n", " x, (event, time) = next(iter(dataloader_test))\n", @@ -669,8 +670,8 @@ "output_type": "stream", "text": [ "Cox model performance:\n", - "Concordance-index = 0.6416283845901489\n", - "Confidence interval = tensor([0.5211, 0.7622])\n" + "Concordance-index = 0.6310824155807495\n", + "Confidence interval = tensor([0.5192, 0.7430])\n" ] } ], @@ -700,7 +701,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "p-value = 0.010644853115081787\n" + "p-value = 0.010845780372619629\n" ] } ], @@ -727,8 +728,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "AUC 5-yr = tensor([0.6786])\n", - "AUC 5-yr (conf int.) = tensor([0.6175, 0.7396])\n" + "AUC 5-yr = tensor([0.6811])\n", + "AUC 5-yr (conf int.) = tensor([0.6162, 0.7460])\n" ] } ], @@ -835,16 +836,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 000, Training loss: 2529.45\n", - "Epoch: 010, Training loss: 64.03\n", - "Epoch: 020, Training loss: 63.95\n", - "Epoch: 030, Training loss: 62.77\n", - "Epoch: 040, Training loss: 59.76\n", - "Epoch: 050, Training loss: 55.16\n", - "Epoch: 060, Training loss: 53.85\n", - "Epoch: 070, Training loss: 52.80\n", - "Epoch: 080, Training loss: 53.30\n", - "Epoch: 090, Training loss: 50.78\n" + "Epoch: 000, Training loss: 1280120.50\n", + "Epoch: 010, Training loss: 63.86\n", + "Epoch: 020, Training loss: 60.99\n", + "Epoch: 030, Training loss: 56.87\n", + "Epoch: 040, Training loss: 56.78\n", + "Epoch: 050, Training loss: 52.20\n", + "Epoch: 060, Training loss: 53.11\n", + "Epoch: 070, Training loss: 52.22\n", + "Epoch: 080, Training loss: 50.10\n", + "Epoch: 090, Training loss: 53.71\n" ] } ], @@ -898,7 +899,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -940,8 +941,7 @@ "metadata": {}, "outputs": [], "source": [ - "torch.manual_seed(42)\n", - "\n", + "weibull_model.eval()\n", "with torch.no_grad():\n", " # event and time of length n\n", " x, (event, time) = next(iter(dataloader_test))\n", @@ -973,9 +973,9 @@ "output_type": "stream", "text": [ "Weibull model performance:\n", - "Concordance-index = 0.5403757691383362\n", - "Confidence interval = tensor([0.4183, 0.6625])\n", - "p-value = 0.25841784477233887\n" + "Concordance-index = 0.5115728378295898\n", + "Confidence interval = tensor([0.3899, 0.6332])\n", + "p-value = 0.4260494112968445\n" ] } ], @@ -1008,9 +1008,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "AUC 5-yr = tensor([0.5750])\n", - "AUC 5-yr (conf int.) = tensor([0.5175, 0.6325])\n", - "AUC 5-yr (p value) = tensor([0.0053])\n" + "AUC 5-yr = tensor([0.5368])\n", + "AUC 5-yr (conf int.) = tensor([0.4759, 0.5976])\n", + "AUC 5-yr (p value) = tensor([0.1182])\n" ] } ], @@ -1045,10 +1045,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "Brier score = tensor([0.1046, 0.1075, 0.1186, 0.1287, 0.1352])\n", - "Brier score (conf int.) = tensor([[0.0881, 0.0906, 0.1001, 0.1088, 0.1144],\n", - " [0.1210, 0.1243, 0.1371, 0.1486, 0.1560]])\n", - "Integrated Brier score = 0.19823341071605682\n" + "Brier score = tensor([0.2628, 0.2636, 0.2951, 0.2946, 0.2976])\n", + "Brier score (conf int.) = tensor([[0.2578, 0.2586, 0.2904, 0.2892, 0.2920],\n", + " [0.2678, 0.2686, 0.2998, 0.3001, 0.3033]])\n", + "Integrated Brier score = 0.2008299082517624\n" ] } ], @@ -1081,7 +1081,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Brier score (p-val) = tensor([0.5990, 0.8410, 0.5030, 0.5320, 0.1500])\n" + "Brier score (p-val) = tensor([0.4400, 0.4360, 0.0980, 0.4130, 0.1450])\n" ] } ], @@ -1121,9 +1121,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Cox cindex = 0.6416283845901489\n", - "Weibull cindex = 0.5403757691383362\n", - "p-value = 0.10621202737092972\n" + "Cox cindex = 0.6310824155807495\n", + "Weibull cindex = 0.5115728378295898\n", + "p-value = 0.06813302636146545\n" ] } ], @@ -1153,9 +1153,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Cox 5-yr AUC = tensor([0.6786])\n", - "Weibull 5-yr AUC = tensor([0.5750])\n", - "p-value = tensor([0.0043])\n" + "Cox 5-yr AUC = tensor([0.6811])\n", + "Weibull 5-yr AUC = tensor([0.5368])\n", + "p-value = tensor([0.0004])\n" ] } ], @@ -1168,7 +1168,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "torchsurv_env", "language": "python", "name": "python3" }, @@ -1182,7 +1182,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.12.7" } }, "nbformat": 4,